Simon Willison’s Weblog

Subscribe
Atom feed for profiling

13 items tagged “profiling”

2024

Did you know about Instruments? (via) Thorsten Ball shows how the macOS Instruments app (installed as part of Xcode) can be used to run a CPU profiler against any application - not just code written in Swift/Objective C.

I tried this against a Python process running LLM executing a Llama 3.1 prompt with my new llm-gguf plugin and captured this:

Screenshot of a deep nested stack trace showing _PyFunction_Vectorcall from python3.10 calling PyCFuncPtr_call _ctypes.cpython-310-darwin.so which then calls ggml_ methods in libggml.dylib

# 26th July 2024, 1:06 pm / profiling, python, observability

2022

Making Code Faster. Tim Bray’s detailed guide to using the Go profiler.

# 13th June 2022, 7:40 pm / go, profiling, tim-bray

2021

How I cut GTA Online loading times by 70% (via) Incredible debugging war story: t0st was fed up of waiting six minutes (!) for GTA Online to load on their PC, so they used a host of devious debugging tricks to try and figure out what was going on. It turned out the game was loading a 10MB JSON file detailing all of the available in-game purchases, but inefficient JSON parsing meant it was pegging an entire CPU for 4 minutes mainly running the strlen() C function. Despite not having access to source code or debugging symbols t0st figured out the problem and managed to inject a custom DLL that hooked some internal functions and dropped load times down from 6m down to to 1m50s!

# 1st March 2021, 7:12 pm / debugger, hacking, profiling

2019

Using memory-profiler to debug excessive memory usage in healthkit-to-sqlite. This morning I figured out how to use the memory-profiler module (and mprof command line tool) to debug memory usage of Python processes. I added the details, including screenshots, to this GitHub issue. It helped me knock down RAM usage for my healthkit-to-sqlite from 2.5GB to just 80MB by making smarter usage of the ElementTree pull parser.

# 24th July 2019, 8:25 am / elementtree, memory, profiling, python, xml

2018

Using flamegraphs. I really like flamegraphs as a profiling tool—we have support for them baked into our Tikibar debugging toolbar at Eventbrite—but interpreting them isn’t particularly intuitive on first glance. Julia Evans has put together a great explanation of how to read them as part of the documentation for her rbspy Ruby profiler.

# 21st March 2018, 8:56 pm / profiling, julia-evans

2017

profiling. “An interactive continuous Python profiler”. This is really neat—simply run “profiling myscript.py” to get an interactive, navigable console-based profile inspector at the end of your script... or run “profiling live-profile mywebverver.py” to see a live, updating profile of a long-running process. Has options for statistical profiling as well, which has a much lower overhead in exchange for a less accurate view of what is going on.

# 28th October 2017, 1:06 am / profiling, python

Building a statistical profiler in python. Generating flame graphs of production Python code is surprisingly straight-forward. Brian Pitts built a statistical flame graph profiler into our tikibar debugging tool at Eventbrite and it’s proved extremely useful.

# 5th October 2017, 3:44 pm / django, profiling, python, tikibar

2009

How to find un-indexed queries in MySQL, without using the log (via) Use tcpdump(!) to sniff the MySQL protocol and dump out queries that had the “no index used” bit set.

# 19th August 2009, 11:42 am / mysql, profiling, tcpdump

Building a Better JavaScript Profiler with WebKit. Clever hack from Francisco Tolmasky which solves the problem of JavaScript profilers showing ? as the name of any anonymous functions. He patched the WebKit profiler to look for a displayName attribute on a function and show that as the function name instead.

# 29th April 2009, 11:57 pm / franciscotolmasky, javascript, profiling, webkit

Heap Dump Analysis. Using jmap to dump the JVM’s memory to disk, then analysing it using the visualvm GUI tool.

# 2nd April 2009, 10:34 am / dominicmitchell, heapdump, java, jvm, memory, profiling, visualvm

2008

Using the New MySQL Query Profiler. Extremely powerful new feature in MySQL 5.0.37. Definitely something for the Django debug toolbar.

# 1st October 2008, 1:20 am / django, django-debug-toolbar, mysql, profiling

Deep Profiling jQuery Apps. Neat plugin from John Resig that monkey-patches most (all?) of the jQuery methods to build up a detailed profile of which methods are being used by a given page.

# 16th June 2008, 10:20 am / javascript, john-resig, jquery, profiling

2007

YSlow: Bug (fix) in Firebug’s Net Panel. The latest release of the YSlow page analysis plugin (announced at FOWA) also fixes a misleading bug in Firebug’s Net panel.

# 5th October 2007, 10:26 pm / firebug, firefox, fowa, profiling, steve-souders, yahoo, yslow